| Presentation | 2019-03-07 Regulatory Compliance Monitoring on the Web Using Paragraph Vector Mitsuharu Sasaki, Taishi Nishiyama, Atsutoshi Kumagai, Kazunori Kamiya, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | There are a certain number of employees who violate regulatory compliance by non-malicious acts. Since their violation might cause serious security incidents, companies are required to prevent it in advance. Although many companies introduce CASB products to improve the monitoring of web communications, network administrators have to judge visually whether it is a violation because of the difference between CASB and company rules. In this paper, the authors propose to use Paragraph Vector for web search snippets to get vectors expressing features of the document and attempt to judge the violation with a classifier generated by supervised learning. The authors show that proposed method is superior to conventional method through comparative experiments with actual web logs obtained from business activities within a company. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Paragraph Vector / Web search / Machine Learning / Enterprise data |
| Paper # | ICSS2018-71 |
| Date of Issue | 2019-02-28 (ICSS) |
| Conference Information | |
| Committee | ICSS / IPSJ-SPT |
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| Conference Date | 2019/3/7(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | NICT Okinawa Electromagnetic Technology Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Security, etc. |
| Chair | Yoshiaki Shiraishi(Kobe Univ.) |
| Vice Chair | Hiroki Takakura(NII) / Katsunari Yoshioka(Yokohama National Univ.) |
| Secretary | Hiroki Takakura(NTT) / Katsunari Yoshioka(NICT) |
| Assistant | Akira Yamada(KDDI labs.) / Keisuke Kito(Mitsubishi Electric) |
| Paper Information | |
| Registration To | Technical Committee on Information and Communication System Security / Special Interest Group on Security Psychology and Trust |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Regulatory Compliance Monitoring on the Web Using Paragraph Vector |
| Sub Title (in English) | |
| Keyword(1) | Paragraph Vector |
| Keyword(2) | Web search |
| Keyword(3) | Machine Learning |
| Keyword(4) | Enterprise data |
| 1st Author's Name | Mitsuharu Sasaki |
| 1st Author's Affiliation | Nippon Telegraph and Telephone East Corporation(NTT EAST) |
| 2nd Author's Name | Taishi Nishiyama |
| 2nd Author's Affiliation | Nippon Telegraph and Telephone Corporation(NTT) |
| 3rd Author's Name | Atsutoshi Kumagai |
| 3rd Author's Affiliation | Nippon Telegraph and Telephone Corporation(NTT) |
| 4th Author's Name | Kazunori Kamiya |
| 4th Author's Affiliation | Nippon Telegraph and Telephone Corporation(NTT) |
| Date | 2019-03-07 |
| Paper # | ICSS2018-71 |
| Volume (vol) | vol.118 |
| Number (no) | ICSS-486 |
| Page | pp.pp.19-24(ICSS), |
| #Pages | 6 |
| Date of Issue | 2019-02-28 (ICSS) |